{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Causal discovery with `TIGRAMITE`\n",
    "\n",
    "TIGRAMITE is a time series analysis python module. It allows to reconstruct graphical models (conditional independence graphs) from discrete or continuously-valued time series based on the PCMCI framework and create high-quality plots of the results.\n",
    "\n",
    "PCMCI is described here:\n",
    "J. Runge, P. Nowack, M. Kretschmer, S. Flaxman, D. Sejdinovic, \n",
    "Detecting and quantifying causal associations in large nonlinear time series datasets. Sci. Adv. 5, eaau4996 (2019) \n",
    "https://advances.sciencemag.org/content/5/11/eaau4996\n",
    "\n",
    "For further versions of PCMCI (e.g., PCMCI+, LPCMCI, etc.), see the corresponding tutorials.\n",
    "\n",
    "This tutorial explains the causal assumptions and gives walk-through examples. See the following paper for theoretical background:\n",
    "Runge, Jakob. 2018. “Causal Network Reconstruction from Time Series: From Theoretical Assumptions to Practical Estimation.” Chaos: An Interdisciplinary Journal of Nonlinear Science 28 (7): 075310.\n",
    "\n",
    "Last, the following Nature Review Earth and Environment paper provides an overview of causal inference for time series in general: https://github.com/jakobrunge/tigramite/blob/master/tutorials/Runge_Causal_Inference_for_Time_Series_NREE.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline     \n",
    "## use `%matplotlib notebook` for interactive figures\n",
    "# plt.style.use('ggplot')\n",
    "import sklearn\n",
    "\n",
    "import tigramite\n",
    "from tigramite import data_processing as pp\n",
    "from tigramite.toymodels import structural_causal_processes as toys\n",
    "from tigramite import plotting as tp\n",
    "from tigramite.pcmci import PCMCI\n",
    "\n",
    "from tigramite.independence_tests.parcorr import ParCorr\n",
    "from tigramite.independence_tests.gpdc import GPDC\n",
    "from tigramite.independence_tests.cmiknn import CMIknn\n",
    "from tigramite.independence_tests.cmisymb import CMIsymb\n",
    "\n",
    "from tigramite.models import LinearMediation, Prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Causal assumptions\n",
    "\n",
    "Having introduced the basic functionality, we now turn to a discussion of the assumptions underlying a causal interpretation:\n",
    "\n",
    "  - **Faithfulness / Stableness:** *Independencies in data arise not from coincidence, but rather from causal structure* or, expressed differently, *If two variables are independent given some other subset of variables, then they are not connected by a causal link in the graph*.\n",
    "  \n",
    "  - **Causal Sufficiency:** *Measured variables include all of the common causes.*\n",
    "  \n",
    "  - **Causal Markov Condition:** *All the relevant probabilistic information that can be obtained from the system is contained in its direct causes* or, expressed differently, *If two variables are not connected in the causal graph given some set of conditions (see Runge Chaos 2018 for further definitions), then they are conditionally independent*.\n",
    "  \n",
    "  - **No contemporaneous effects:** *There are no causal effects at lag zero.*\n",
    "  \n",
    "  - **Stationarity**\n",
    "  \n",
    "  - **Parametric assumptions of independence tests** (these were already discussed in basic tutorial)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Faithfulness\n",
    "\n",
    "Faithfulness, as stated above, is an expression of the assumption that the independencies we measure come from the causal structure, i.e., the time series graph, and cannot occur due to some fine tuning of the parameters. Another unfaithful case are processes containing *purely* deterministic dependencies, i.e., $Y=f(X)$, without any noise. We illustrate these cases in the following.\n",
    "\n",
    "#### Fine tuning\n",
    "\n",
    "Suppose in our model we have two ways in which $X^0$ causes $X^2$, a direct one, and an indirect effect $X^0\\to X^1 \\to X^2$ as realized in the following model:\n",
    "\n",
    "\\begin{align*}\n",
    "    X^0_t &= \\eta^0_t\\\\\n",
    "    X^1_t &= 0.6 X^0_{t-1} + \\eta^1_t\\\\\n",
    "    X^2_t &= 0.6 X^1_{t-1} - 0.36 X^0_{t-2} + \\eta^2_t\\\\\n",
    "\\end{align*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed=1\n",
    "random_state = np.random.default_rng(seed=seed)\n",
    "data = random_state.standard_normal((500, 3))\n",
    "for t in range(1, 500):\n",
    "#     data[t, 0] += 0.6*data[t-1, 1]\n",
    "    data[t, 1] += 0.6*data[t-1, 0]\n",
    "    data[t, 2] += 0.6*data[t-1, 1] - 0.36*data[t-2, 0]\n",
    "    \n",
    "var_names = [r'$X^0$', r'$X^1$', r'$X^2$']\n",
    "dataframe = pp.DataFrame(data, var_names=var_names)\n",
    "# tp.plot_timeseries(dataframe)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since here $X^2_t = 0.6 X^1_{t-1} - 0.36 X^0_{t-2} + \\eta^2_t = 0.6 (0.6 X^0_{t-2} + \\eta^1_{t-1}) - 0.36 X^0_{t-2} + \\eta^2_t = 0.36 X^0_{t-2} - 0.36 X^0_{t-2} + ...$, there is no unconditional dependency $X^0_{t-2} \\to X^2_t$ and the link is not detected in the condition-selection step: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "##\n",
      "## Step 1: PC1 algorithm for selecting lagged conditions\n",
      "##\n",
      "\n",
      "Parameters:\n",
      "independence test = par_corr\n",
      "tau_min = 1\n",
      "tau_max = 2\n",
      "pc_alpha = [0.2]\n",
      "max_conds_dim = None\n",
      "max_combinations = 1\n",
      "\n",
      "\n",
      "\n",
      "## Resulting lagged parent (super)sets:\n",
      "\n",
      "    Variable $X^0$ has 1 link(s):\n",
      "        ($X^0$ -1): max_pval = 0.09500, |min_val| =  0.075\n",
      "\n",
      "    Variable $X^1$ has 1 link(s):\n",
      "        ($X^0$ -1): max_pval = 0.00000, |min_val| =  0.527\n",
      "\n",
      "    Variable $X^2$ has 2 link(s):\n",
      "        ($X^1$ -1): max_pval = 0.00000, |min_val| =  0.394\n",
      "        ($X^0$ -1): max_pval = 0.15990, |min_val| =  0.063\n"
     ]
    }
   ],
   "source": [
    "parcorr = ParCorr()\n",
    "pcmci_parcorr = PCMCI(\n",
    "    dataframe=dataframe, \n",
    "    cond_ind_test=parcorr,\n",
    "    verbosity=1)\n",
    "all_parents = pcmci_parcorr.run_pc_stable(tau_max=2, pc_alpha=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, since the other parent of $X^2$, namely $X^1_{t-1}$ *is* detected, the MCI step conditions on $X^1_{t-1}$ and can reveal the true underlying graph (in this particular case):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "##\n",
      "## Step 1: PC1 algorithm for selecting lagged conditions\n",
      "##\n",
      "\n",
      "Parameters:\n",
      "independence test = par_corr\n",
      "tau_min = 1\n",
      "tau_max = 2\n",
      "pc_alpha = [0.2]\n",
      "max_conds_dim = None\n",
      "max_combinations = 1\n",
      "\n",
      "\n",
      "\n",
      "## Resulting lagged parent (super)sets:\n",
      "\n",
      "    Variable $X^0$ has 1 link(s):\n",
      "        ($X^0$ -1): max_pval = 0.09500, |min_val| =  0.075\n",
      "\n",
      "    Variable $X^1$ has 1 link(s):\n",
      "        ($X^0$ -1): max_pval = 0.00000, |min_val| =  0.527\n",
      "\n",
      "    Variable $X^2$ has 2 link(s):\n",
      "        ($X^1$ -1): max_pval = 0.00000, |min_val| =  0.394\n",
      "        ($X^0$ -1): max_pval = 0.15990, |min_val| =  0.063\n",
      "\n",
      "##\n",
      "## Step 2: MCI algorithm\n",
      "##\n",
      "\n",
      "Parameters:\n",
      "\n",
      "independence test = par_corr\n",
      "tau_min = 0\n",
      "tau_max = 2\n",
      "max_conds_py = None\n",
      "max_conds_px = None\n",
      "\n",
      "## Significant links at alpha = 0.01:\n",
      "\n",
      "    Variable $X^0$ has 0 link(s):\n",
      "\n",
      "    Variable $X^1$ has 1 link(s):\n",
      "        ($X^0$ -1): pval = 0.00000 | val =  0.530\n",
      "\n",
      "    Variable $X^2$ has 2 link(s):\n",
      "        ($X^1$ -1): pval = 0.00000 | val =  0.479\n",
      "        ($X^0$ -2): pval = 0.00000 | val = -0.294\n"
     ]
    }
   ],
   "source": [
    "results = pcmci_parcorr.run_pcmci(tau_max=2, pc_alpha=0.2, alpha_level = 0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, however, that this is not always the case and such cancellation, even though a pathological case, can present a problem especially for smaller sample sizes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Deterministic dependencies\n",
    "\n",
    "Another violation of faithfulness can happen due to *purely* deterministic dependencies as shown here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed=1\n",
    "random_state = np.random.default_rng(seed=seed)\n",
    "data = random_state.standard_normal((500, 3))\n",
    "for t in range(1, 500):\n",
    "    data[t, 0] = 0.4*data[t-1, 1]\n",
    "    data[t, 2] += 0.3*data[t-2, 1] + 0.7*data[t-1, 0]\n",
    "dataframe = pp.DataFrame(data, var_names=var_names)\n",
    "tp.plot_timeseries(dataframe); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "##\n",
      "## Step 1: PC1 algorithm for selecting lagged conditions\n",
      "##\n",
      "\n",
      "Parameters:\n",
      "independence test = par_corr\n",
      "tau_min = 1\n",
      "tau_max = 2\n",
      "pc_alpha = [0.2]\n",
      "max_conds_dim = None\n",
      "max_combinations = 1\n",
      "\n",
      "\n",
      "\n",
      "## Variable $X^0$\n",
      "\n",
      "Iterating through pc_alpha = [0.2]:\n",
      "\n",
      "# pc_alpha = 0.2 (1/1):\n",
      "\n",
      "Testing condition sets of dimension 0:\n",
      "\n",
      "    Link ($X^0$ -1) -?> $X^0$ (1/6):\n",
      "    Subset 0: () gives pval = 0.51104 / val =  0.030\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^0$ -2) -?> $X^0$ (2/6):\n",
      "    Subset 0: () gives pval = 0.77977 / val =  0.013\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^1$ -1) -?> $X^0$ (3/6):\n",
      "    Subset 0: () gives pval = 0.00000 / val =  1.000\n",
      "    No conditions of dimension 0 left.\n",
      "\n",
      "    Link ($X^1$ -2) -?> $X^0$ (4/6):\n",
      "    Subset 0: () gives pval = 0.51104 / val =  0.030\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^2$ -1) -?> $X^0$ (5/6):\n",
      "    Subset 0: () gives pval = 0.20746 / val = -0.057\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^2$ -2) -?> $X^0$ (6/6):\n",
      "    Subset 0: () gives pval = 0.19827 / val = -0.058\n",
      "    No conditions of dimension 0 left.\n",
      "\n",
      "    Sorting parents in decreasing order with \n",
      "    weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n",
      "\n",
      "Updating parents:\n",
      "\n",
      "    Variable $X^0$ has 2 link(s):\n",
      "        ($X^1$ -1): max_pval = 0.00000, |min_val| =  1.000\n",
      "        ($X^2$ -2): max_pval = 0.19827, |min_val| =  0.058\n",
      "\n",
      "Testing condition sets of dimension 1:\n",
      "\n",
      "    Link ($X^1$ -1) -?> $X^0$ (1/2):\n",
      "    Subset 0: ($X^2$ -2)  gives pval = 0.00000 / val =  1.000\n",
      "    No conditions of dimension 1 left.\n",
      "\n",
      "    Link ($X^2$ -2) -?> $X^0$ (2/2):\n",
      "    Subset 0: ($X^1$ -1)  gives pval = 0.68213 / val =  0.018\n",
      "    Non-significance detected.\n",
      "\n",
      "    Sorting parents in decreasing order with \n",
      "    weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n",
      "\n",
      "Updating parents:\n",
      "\n",
      "    Variable $X^0$ has 1 link(s):\n",
      "        ($X^1$ -1): max_pval = 0.00000, |min_val| =  1.000\n",
      "\n",
      "Algorithm converged for variable $X^0$\n",
      "\n",
      "## Variable $X^1$\n",
      "\n",
      "Iterating through pc_alpha = [0.2]:\n",
      "\n",
      "# pc_alpha = 0.2 (1/1):\n",
      "\n",
      "Testing condition sets of dimension 0:\n",
      "\n",
      "    Link ($X^0$ -1) -?> $X^1$ (1/6):\n",
      "    Subset 0: () gives pval = 0.82511 / val =  0.010\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^0$ -2) -?> $X^1$ (2/6):\n",
      "    Subset 0: () gives pval = 0.67752 / val =  0.019\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^1$ -1) -?> $X^1$ (3/6):\n",
      "    Subset 0: () gives pval = 0.49082 / val =  0.031\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^1$ -2) -?> $X^1$ (4/6):\n",
      "    Subset 0: () gives pval = 0.82511 / val =  0.010\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^2$ -1) -?> $X^1$ (5/6):\n",
      "    Subset 0: () gives pval = 0.21189 / val = -0.056\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^2$ -2) -?> $X^1$ (6/6):\n",
      "    Subset 0: () gives pval = 0.77424 / val = -0.013\n",
      "    Non-significance detected.\n",
      "\n",
      "    Sorting parents in decreasing order with \n",
      "    weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n",
      "\n",
      "Updating parents:\n",
      "\n",
      "    Variable $X^1$ has 0 link(s):\n",
      "\n",
      "Algorithm converged for variable $X^1$\n",
      "\n",
      "## Variable $X^2$\n",
      "\n",
      "Iterating through pc_alpha = [0.2]:\n",
      "\n",
      "# pc_alpha = 0.2 (1/1):\n",
      "\n",
      "Testing condition sets of dimension 0:\n",
      "\n",
      "    Link ($X^0$ -1) -?> $X^2$ (1/6):\n",
      "    Subset 0: () gives pval = 0.00000 / val =  0.493\n",
      "    No conditions of dimension 0 left.\n",
      "\n",
      "    Link ($X^0$ -2) -?> $X^2$ (2/6):\n",
      "    Subset 0: () gives pval = 0.67625 / val = -0.019\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^1$ -1) -?> $X^2$ (3/6):\n",
      "    Subset 0: () gives pval = 0.71172 / val = -0.017\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^1$ -2) -?> $X^2$ (4/6):\n",
      "    Subset 0: () gives pval = 0.00000 / val =  0.493\n",
      "    No conditions of dimension 0 left.\n",
      "\n",
      "    Link ($X^2$ -1) -?> $X^2$ (5/6):\n",
      "    Subset 0: () gives pval = 0.44687 / val =  0.034\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^2$ -2) -?> $X^2$ (6/6):\n",
      "    Subset 0: () gives pval = 0.62733 / val =  0.022\n",
      "    Non-significance detected.\n",
      "\n",
      "    Sorting parents in decreasing order with \n",
      "    weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n",
      "\n",
      "Updating parents:\n",
      "\n",
      "    Variable $X^2$ has 2 link(s):\n",
      "        ($X^0$ -1): max_pval = 0.00000, |min_val| =  0.493\n",
      "        ($X^1$ -2): max_pval = 0.00000, |min_val| =  0.493\n",
      "\n",
      "Testing condition sets of dimension 1:\n",
      "\n",
      "    Link ($X^0$ -1) -?> $X^2$ (1/2):\n",
      "    Subset 0: ($X^1$ -2)  gives pval = 0.86545 / val =  0.008\n",
      "    Non-significance detected.\n",
      "\n",
      "    Link ($X^1$ -2) -?> $X^2$ (2/2):\n",
      "    Subset 0: ($X^0$ -1)  gives pval = 0.92683 / val =  0.004\n",
      "    Non-significance detected.\n",
      "\n",
      "    Sorting parents in decreasing order with \n",
      "    weight(i-tau->j) = min_{iterations} |val_{ij}(tau)| \n",
      "\n",
      "Updating parents:\n",
      "\n",
      "    Variable $X^2$ has 0 link(s):\n",
      "\n",
      "Algorithm converged for variable $X^2$\n",
      "\n",
      "## Resulting lagged parent (super)sets:\n",
      "\n",
      "    Variable $X^0$ has 1 link(s):\n",
      "        ($X^1$ -1): max_pval = 0.00000, |min_val| =  1.000\n",
      "\n",
      "    Variable $X^1$ has 0 link(s):\n",
      "\n",
      "    Variable $X^2$ has 0 link(s):\n",
      "\n",
      "##\n",
      "## Step 2: MCI algorithm\n",
      "##\n",
      "\n",
      "Parameters:\n",
      "\n",
      "independence test = par_corr\n",
      "tau_min = 0\n",
      "tau_max = 2\n",
      "max_conds_py = None\n",
      "max_conds_px = None\n",
      "\n",
      "        link ($X^0$ -1) -?> $X^0$ (1/8):\n",
      "        with conds_y = [ ($X^1$ -1) ]\n",
      "        with conds_x = [ ($X^1$ -2) ]\n",
      "\n",
      "        link ($X^0$ -2) -?> $X^0$ (2/8):\n",
      "        with conds_y = [ ($X^1$ -1) ]\n",
      "        with conds_x = [ ($X^1$ -3) ]\n",
      "\n",
      "        link ($X^1$  0) o?o $X^0$ (3/8):\n",
      "        with conds_y = [ ($X^1$ -1) ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^1$ -1) -?> $X^0$ (4/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^1$ -2) -?> $X^0$ (5/8):\n",
      "        with conds_y = [ ($X^1$ -1) ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$  0) o?o $X^0$ (6/8):\n",
      "        with conds_y = [ ($X^1$ -1) ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$ -1) -?> $X^0$ (7/8):\n",
      "        with conds_y = [ ($X^1$ -1) ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$ -2) -?> $X^0$ (8/8):\n",
      "        with conds_y = [ ($X^1$ -1) ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^0$  0) o?o $X^1$ (1/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ($X^1$ -1) ]\n",
      "\n",
      "        link ($X^0$ -1) -?> $X^1$ (2/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ($X^1$ -2) ]\n",
      "\n",
      "        link ($X^0$ -2) -?> $X^1$ (3/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ($X^1$ -3) ]\n",
      "\n",
      "        link ($X^1$ -1) -?> $X^1$ (4/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^1$ -2) -?> $X^1$ (5/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$  0) o?o $X^1$ (6/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$ -1) -?> $X^1$ (7/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$ -2) -?> $X^1$ (8/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^0$  0) o?o $X^2$ (1/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ($X^1$ -1) ]\n",
      "\n",
      "        link ($X^0$ -1) -?> $X^2$ (2/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ($X^1$ -2) ]\n",
      "\n",
      "        link ($X^0$ -2) -?> $X^2$ (3/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ($X^1$ -3) ]\n",
      "\n",
      "        link ($X^1$  0) o?o $X^2$ (4/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^1$ -1) -?> $X^2$ (5/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^1$ -2) -?> $X^2$ (6/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$ -1) -?> $X^2$ (7/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "        link ($X^2$ -2) -?> $X^2$ (8/8):\n",
      "        with conds_y = [ ]\n",
      "        with conds_x = [ ]\n",
      "\n",
      "## Significant links at alpha = 0.01:\n",
      "\n",
      "    Variable $X^0$ has 3 link(s):\n",
      "        ($X^1$ -1): pval = 0.00000 | val =  1.000\n",
      "        ($X^0$ -2): pval = 0.00000 | val = -0.635\n",
      "        ($X^0$ -1): pval = 0.00000 | val =  0.424\n",
      "\n",
      "    Variable $X^1$ has 0 link(s):\n",
      "\n",
      "    Variable $X^2$ has 1 link(s):\n",
      "        ($X^1$ -2): pval = 0.00000 | val =  0.493\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parcorr = ParCorr()\n",
    "pcmci_parcorr = PCMCI(\n",
    "    dataframe=dataframe, \n",
    "    cond_ind_test=parcorr,\n",
    "    verbosity=2)\n",
    "results = pcmci_parcorr.run_pcmci(tau_max=2, pc_alpha=0.2, alpha_level = 0.01)\n",
    "\n",
    "# Plot time series graph\n",
    "tp.plot_time_series_graph(\n",
    "    val_matrix=results['val_matrix'],\n",
    "    graph=results['graph'],\n",
    "    var_names=var_names,\n",
    "    link_colorbar_label='MCI',\n",
    "    ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the partial correlation $X^1_{t-1} \\to X^0_t$ is exactly 1. Since these now represent the same variable, the true link $X^0_{t-1} \\to X^2_t$ cannot be detected anymore since we condition on $X^1_{t-2}$. Deterministic copies of other variables should be excluded from the analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Causal sufficiency\n",
    "\n",
    "Causal sufficiency demands that the set of variables contains all common causes of any two variables. This assumption is mostly violated when analyzing open complex systems outside a confined experimental setting. Any link estimated from a causal discovery algorithm could become non-significant if more variables are included in the analysis. \n",
    "Observational causal inference assuming causal sufficiency should generally be seen more as one step towards a physical process understanding. There exist, however, algorithms that take into account and can expclicitely represent confounded links (e.g., the FCI algorithm and LPCMCI). Causal discovery can greatly help in an explorative model building analysis to get an idea of potential drivers. In particular, the absence of a link allows for a more robust conclusion: If there is no evidence for a statistical dependency, then a physical mechanism is less likely (assuming that the other assumptions hold). \n",
    "\n",
    "See Runge, Jakob. 2018. “Causal Network Reconstruction from Time Series: From Theoretical Assumptions to Practical Estimation.” Chaos: An Interdisciplinary Journal of Nonlinear Science 28 (7): 075310.\n",
    "for alternative approaches that do not necessitate Causal Sufficiency.\n",
    "\n",
    "\n",
    "#### Unobserved driver / latent variable\n",
    "\n",
    "For the common driver process, consider that the common driver was not measured:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed=1\n",
    "random_state = np.random.default_rng(seed=seed)\n",
    "data = random_state.standard_normal((10000, 5))\n",
    "a = 0.8\n",
    "for t in range(5, 10000):\n",
    "    data[t, 0] += a*data[t-1, 0]\n",
    "    data[t, 1] += a*data[t-1, 1] + 0.5*data[t-1, 0]\n",
    "    data[t, 2] += a*data[t-1, 2] + 0.5*data[t-1, 1] + 0.5*data[t-1, 4]\n",
    "    data[t, 3] += a*data[t-1, 3] + 0.5*data[t-2, 4]\n",
    "    data[t, 4] += a*data[t-1, 4]\n",
    "\n",
    "# tp.plot_timeseries(dataframe)\n",
    "obsdata = data[:,[0, 1, 2, 3]]\n",
    "var_names_lat = ['W', 'Y', 'X', 'Z', 'U']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for data_here in [data, obsdata]:\n",
    "    dataframe = pp.DataFrame(data_here)\n",
    "    parcorr = ParCorr()\n",
    "    pcmci_parcorr = PCMCI(\n",
    "        dataframe=dataframe, \n",
    "        cond_ind_test=parcorr,\n",
    "        verbosity=0)\n",
    "    results = pcmci_parcorr.run_pcmci(tau_max=5, pc_alpha=0.1, alpha_level = 0.001)\n",
    "\n",
    "    tp.plot_graph(\n",
    "        val_matrix=results['val_matrix'],\n",
    "        graph=results['graph'],\n",
    "        var_names=var_names_lat,\n",
    "        link_colorbar_label='cross-MCI',\n",
    "        node_colorbar_label='auto-MCI',\n",
    "        ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The upper plot shows the true causal graph if all variables are observed. The lower graph shows the case where variable $U$ is hidden. Then several spurious links appear: (1) $X\\to Z$ and (2) links from $Y$ and $W$ to $Z$, which is counterintuitive because there is no possible indirect pathway (see upper graph). What's the reason? The culprit is the *collider* $X$: MCI (or FullCI and any other causal measure conditioning on the entire past) between $Y$ and $Z$ is conditioned on the parents of $Z$, which includes $X$ here in the lower latent graph. But then conditioning on a collider opens up the paths from $Y$ and $W$ to $Z$ and makes them dependent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Solar forcing\n",
    "\n",
    "In a geoscientific context, the solar forcing typically is a strong common driver of many processes. To remove this trivial effect, time series are typically anomalized, that is, the average seasonal cycle is subtracted. But one could also include the solar forcing explicitely as shown here via a sine wave for an artificial example. We've also made the time series more realistic by adding an auto-dependency on their past values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "T = 2000\n",
    "seed=42\n",
    "random_state = np.random.default_rng(seed=seed)\n",
    "data = random_state.standard_normal((T, 4))\n",
    "\n",
    "# Simple sun\n",
    "data[:,3] = np.sin(np.arange(T)*20/np.pi) + 0.1*np.random.randn(T)\n",
    "c = 0.8\n",
    "for t in range(1, T):\n",
    "    data[t, 0] += 0.4*data[t-1, 0] + 0.4*data[t-1, 1] + c*data[t-1,3]\n",
    "    data[t, 1] += 0.5*data[t-1, 1] + c*data[t-1,3]\n",
    "    data[t, 2] += 0.6*data[t-1, 2] + 0.3*data[t-2, 1] + c*data[t-1,3]\n",
    "dataframe = pp.DataFrame(data, var_names=[r'$X^0$', r'$X^1$', r'$X^2$', 'Sun'])\n",
    "tp.plot_timeseries(dataframe); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we do not account for the common solar forcing, there will be many spurious links:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parcorr = ParCorr()\n",
    "dataframe_nosun = pp.DataFrame(data[:,[0,1,2]], var_names=[r'$X^0$', r'$X^1$', r'$X^2$'])\n",
    "pcmci_parcorr = PCMCI(\n",
    "    dataframe=dataframe_nosun, \n",
    "    cond_ind_test=parcorr,\n",
    "    verbosity=0)\n",
    "tau_max = 2\n",
    "results = pcmci_parcorr.run_pcmci(tau_max=tau_max, pc_alpha=0.2, alpha_level = 0.01)\n",
    "\n",
    "# Plot time series graph\n",
    "tp.plot_time_series_graph(\n",
    "    val_matrix=results['val_matrix'],\n",
    "    graph=results['graph'],\n",
    "    var_names=var_names,\n",
    "    link_colorbar_label='MCI',\n",
    "    ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, if we explicitely include the solar forcing variable (which we assume is known in this case), we can identify the correct causal graph. Since we are not interested in the drivers of the solar forcing variable, we don't attempt to reconstruct its parents. This can be achieved by restricting ``link_assumptions`` (``selected_links`` is now deprecated)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parcorr = ParCorr()\n",
    "# Only estimate parents of variables 0, 1, 2\n",
    "link_assumptions = {}\n",
    "for j in range(4):\n",
    "    if j in [0, 1, 2]:\n",
    "        # Directed lagged links\n",
    "        link_assumptions[j] = {(var, -lag): '-?>' for var in [0, 1, 2]\n",
    "                         for lag in range(1, tau_max + 1)}\n",
    "        # Unoriented contemporaneous links\n",
    "        link_assumptions[j].update({(var, 0): 'o?o' for var in [0, 1, 2] if var != j})\n",
    "        # Directed lagged and contemporaneous links from the sun (3)\n",
    "        link_assumptions[j].update({(var, -lag): '-?>' for var in [3]\n",
    "                         for lag in range(0, tau_max + 1)})\n",
    "    else:\n",
    "        link_assumptions[j] = {}\n",
    "pcmci_parcorr = PCMCI(\n",
    "    dataframe=dataframe, \n",
    "    cond_ind_test=parcorr,\n",
    "    verbosity=0)\n",
    "results = pcmci_parcorr.run_pcmci(tau_max=tau_max, pc_alpha=0.2, \n",
    "                                  link_assumptions=link_assumptions, alpha_level = 0.01)\n",
    "\n",
    "# Plot time series graph\n",
    "tp.plot_time_series_graph(\n",
    "    val_matrix=results['val_matrix'],\n",
    "    graph=results['graph'],\n",
    "    var_names=[r'$X^0$', r'$X^1$', r'$X^2$', 'Sun'],\n",
    "    link_colorbar_label='MCI',\n",
    "    ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Time sub-sampling\n",
    "\n",
    "Sometimes a time series might be sub-sampled, that is the measurements are less frequent than the true underlying time-dependency. Consider the following process:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed=1\n",
    "random_state = np.random.default_rng(seed=seed)\n",
    "data = random_state.standard_normal((1000, 3))\n",
    "\n",
    "for t in range(1, 1000):\n",
    "    data[t, 0] += 0.*data[t-1, 0] + 0.6*data[t-1,2]\n",
    "    data[t, 1] += 0.*data[t-1, 1] + 0.6*data[t-1,0]\n",
    "    data[t, 2] += 0.*data[t-1, 2] + 0.6*data[t-1,1]\n",
    "dataframe = pp.DataFrame(data, var_names=[r'$X^0$', r'$X^1$', r'$X^2$'])\n",
    "tp.plot_timeseries(dataframe); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the original time sampling we obtain the correct causal graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "pcmci_parcorr = PCMCI(dataframe=dataframe, cond_ind_test=ParCorr())\n",
    "results = pcmci_parcorr.run_pcmci(tau_min=0,tau_max=2, pc_alpha=0.2, alpha_level = 0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot time series graph\n",
    "tp.plot_time_series_graph(\n",
    "    val_matrix=results['val_matrix'],\n",
    "    graph=results['graph'],\n",
    "    var_names=var_names,\n",
    "    link_colorbar_label='MCI',\n",
    "    ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we sub-sample the data, very counter-intuitive links can appear. The true causal loop gets detected in the wrong direction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampled_data = data[::2]\n",
    "pcmci_parcorr = PCMCI(dataframe=pp.DataFrame(sampled_data, var_names=var_names), \n",
    "                      cond_ind_test=ParCorr(), verbosity=0)\n",
    "results = pcmci_parcorr.run_pcmci(tau_min=0, tau_max=2, pc_alpha=0.2, alpha_level=0.01)\n",
    "# Plot time series graph\n",
    "tp.plot_time_series_graph(\n",
    "    val_matrix=results['val_matrix'],\n",
    "    graph=results['graph'],\n",
    "    var_names=var_names,\n",
    "    link_colorbar_label='MCI',\n",
    "    ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If causal lags are smaller than the time sampling, such problems may occur. Causal inference for sub-sampled data is still an active area of research."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Causal Markov condition\n",
    "\n",
    "The Markov condition can be rephrased as assuming that the noises driving each variable are independent of each other *and* independent in time (*iid*). This is violated in the following example where each variable is driven by *1/f* noise which refers to the scaling of the power spectrum. *1/f* noise can be generated by averaging AR(1) processes (http://www.scholarpedia.org/article/1/f_noise) which means that the noise is not independent in time anymore (even though the noise terms of each individual variable are still independent). Note that this constitutes a violation of the Markov Condition of the *observed process* only. So one might call this rather a violation of Causal Sufficiency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed=1\n",
    "random_state = np.random.default_rng(seed=seed)\n",
    "T = 10000\n",
    "# Generate 1/f noise by averaging AR1-process with wide range of coeffs \n",
    "# (http://www.scholarpedia.org/article/1/f_noise)\n",
    "def one_over_f_noise(T, n_ar=20):\n",
    "    whitenoise = random_state.standard_normal((T, n_ar))\n",
    "    ar_coeffs = np.linspace(0.1, 0.9, n_ar)\n",
    "    for t in range(T):\n",
    "        whitenoise[t] += ar_coeffs*whitenoise[t-1]       \n",
    "    return whitenoise.sum(axis=1)\n",
    "\n",
    "data = random_state.standard_normal((T, 3))\n",
    "data[:,0] += one_over_f_noise(T)\n",
    "data[:,1] += one_over_f_noise(T)\n",
    "data[:,2] += one_over_f_noise(T)\n",
    "\n",
    "for t in range(1, T):\n",
    "    data[t, 0] +=  0.4*data[t-1, 1] \n",
    "    data[t, 2] +=  0.3*data[t-2, 1] \n",
    "dataframe = pp.DataFrame(data, var_names=var_names)\n",
    "tp.plot_timeseries(dataframe); plt.show()\n",
    "# plt.psd(data[:,0],return_line=True)[2]\n",
    "# plt.psd(data[:,1],return_line=True)[2]\n",
    "# plt.psd(data[:,2],return_line=True)[2]\n",
    "# plt.gca().set_xscale(\"log\", nonposx='clip')\n",
    "# plt.gca().set_yscale(\"log\", nonposy='clip')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here PCMCI will detect many spurious links, especially auto-dependencies, since the process has *long memory* and the present state is *not* independent of the further past given some set of parents. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "##\n",
      "## Step 1: PC1 algorithm for selecting lagged conditions\n",
      "##\n",
      "\n",
      "Parameters:\n",
      "independence test = par_corr\n",
      "tau_min = 1\n",
      "tau_max = 5\n",
      "pc_alpha = [0.2]\n",
      "max_conds_dim = None\n",
      "max_combinations = 1\n",
      "\n",
      "\n",
      "\n",
      "## Resulting lagged parent (super)sets:\n",
      "\n",
      "    Variable $X^0$ has 9 link(s):\n",
      "        ($X^0$ -1): max_pval = 0.00000, |min_val| =  0.436\n",
      "        ($X^1$ -1): max_pval = 0.00000, |min_val| =  0.294\n",
      "        ($X^0$ -2): max_pval = 0.00000, |min_val| =  0.062\n",
      "        ($X^0$ -4): max_pval = 0.00001, |min_val| =  0.044\n",
      "        ($X^1$ -3): max_pval = 0.00480, |min_val| =  0.028\n",
      "        ($X^0$ -5): max_pval = 0.00490, |min_val| =  0.028\n",
      "        ($X^0$ -3): max_pval = 0.01260, |min_val| =  0.025\n",
      "        ($X^1$ -4): max_pval = 0.05417, |min_val| =  0.019\n",
      "        ($X^1$ -5): max_pval = 0.10577, |min_val| =  0.016\n",
      "\n",
      "    Variable $X^1$ has 5 link(s):\n",
      "        ($X^1$ -1): max_pval = 0.00000, |min_val| =  0.476\n",
      "        ($X^1$ -2): max_pval = 0.00000, |min_val| =  0.073\n",
      "        ($X^1$ -3): max_pval = 0.00613, |min_val| =  0.027\n",
      "        ($X^2$ -2): max_pval = 0.04390, |min_val| =  0.020\n",
      "        ($X^0$ -5): max_pval = 0.06550, |min_val| =  0.018\n",
      "\n",
      "    Variable $X^2$ has 7 link(s):\n",
      "        ($X^2$ -1): max_pval = 0.00000, |min_val| =  0.454\n",
      "        ($X^1$ -2): max_pval = 0.00000, |min_val| =  0.177\n",
      "        ($X^2$ -2): max_pval = 0.00000, |min_val| =  0.064\n",
      "        ($X^2$ -5): max_pval = 0.00284, |min_val| =  0.030\n",
      "        ($X^2$ -3): max_pval = 0.00652, |min_val| =  0.027\n",
      "        ($X^2$ -4): max_pval = 0.08027, |min_val| =  0.018\n",
      "        ($X^1$ -5): max_pval = 0.18810, |min_val| =  0.013\n",
      "\n",
      "##\n",
      "## Step 2: MCI algorithm\n",
      "##\n",
      "\n",
      "Parameters:\n",
      "\n",
      "independence test = par_corr\n",
      "tau_min = 0\n",
      "tau_max = 5\n",
      "max_conds_py = None\n",
      "max_conds_px = None\n",
      "\n",
      "## Significant links at alpha = 0.01:\n",
      "\n",
      "    Variable $X^0$ has 8 link(s):\n",
      "        ($X^0$ -1): pval = 0.00000 | val =  0.464\n",
      "        ($X^1$ -1): pval = 0.00000 | val =  0.371\n",
      "        ($X^1$ -2): pval = 0.00000 | val = -0.178\n",
      "        ($X^1$ -3): pval = 0.00000 | val = -0.100\n",
      "        ($X^0$ -2): pval = 0.00000 | val =  0.089\n",
      "        ($X^0$ -4): pval = 0.00009 | val =  0.039\n",
      "        ($X^0$ -3): pval = 0.00096 | val =  0.033\n",
      "        ($X^1$ -4): pval = 0.00312 | val = -0.030\n",
      "\n",
      "    Variable $X^1$ has 3 link(s):\n",
      "        ($X^1$ -1): pval = 0.00000 | val =  0.476\n",
      "        ($X^1$ -2): pval = 0.00000 | val =  0.073\n",
      "        ($X^1$ -3): pval = 0.00707 | val =  0.027\n",
      "\n",
      "    Variable $X^2$ has 7 link(s):\n",
      "        ($X^2$ -1): pval = 0.00000 | val =  0.470\n",
      "        ($X^1$ -2): pval = 0.00000 | val =  0.280\n",
      "        ($X^1$ -3): pval = 0.00000 | val = -0.119\n",
      "        ($X^1$ -4): pval = 0.00000 | val = -0.087\n",
      "        ($X^2$ -2): pval = 0.00000 | val =  0.084\n",
      "        ($X^1$ -5): pval = 0.00000 | val = -0.068\n",
      "        ($X^2$ -3): pval = 0.00000 | val =  0.046\n"
     ]
    }
   ],
   "source": [
    "parcorr = ParCorr()\n",
    "pcmci_parcorr = PCMCI(\n",
    "    dataframe=dataframe, \n",
    "    cond_ind_test=parcorr,\n",
    "    verbosity=1)\n",
    "results = pcmci_parcorr.run_pcmci(tau_max=5, pc_alpha=0.2, alpha_level = 0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Time aggregation\n",
    "\n",
    "An important choice is how to aggregate measured time series. For example, climate time series might have been measured daily, but one might be interested in a less noisy time-scale and analyze monthly aggregates. Consider the following process:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed=1\n",
    "random_state = np.random.default_rng(seed=seed)\n",
    "data = random_state.standard_normal((1000, 3))\n",
    "\n",
    "for t in range(1, 1000):\n",
    "    data[t, 0] += 0.7*data[t-1, 0] \n",
    "    data[t, 1] += 0.6*data[t-1, 1] + 0.6*data[t-1,0]\n",
    "    data[t, 2] += 0.5*data[t-1, 2] + 0.6*data[t-1,1]\n",
    "dataframe = pp.DataFrame(data, var_names=var_names)\n",
    "tp.plot_timeseries(dataframe); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the original time aggregation we obtain the correct causal graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "pcmci_parcorr = PCMCI(dataframe=dataframe, cond_ind_test=ParCorr())\n",
    "results = pcmci_parcorr.run_pcmci(tau_min=0,tau_max=2, pc_alpha=0.2, alpha_level = 0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot time series graph\n",
    "tp.plot_time_series_graph(\n",
    "    val_matrix=results['val_matrix'],\n",
    "    graph=results['graph'],\n",
    "    var_names=var_names,\n",
    "    link_colorbar_label='MCI',\n",
    "    ); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we aggregate the data, we also detect a contemporaneous dependency for which no causal direction can be assessed in this framework and we obtain also several lagged spurious links. Essentially, we now have direct causal effects that appear contemporaneous on the aggregated time scale. Also causal inference for time-aggregated data is still an active area of research. Note again that this constitutes a violation of the Markov Condition of the *observed process* only. So one might call this rather a violation of Causal Sufficiency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "aggregated_data = pp.time_bin_with_mask(data, time_bin_length=4)\n",
    "pcmci_parcorr = PCMCI(dataframe=pp.DataFrame(aggregated_data[0], var_names=var_names), cond_ind_test=ParCorr(), \n",
    "                      verbosity=0)\n",
    "results = pcmci_parcorr.run_pcmci(tau_min=0, tau_max=2, pc_alpha=0.2, alpha_level = 0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot time series graph\n",
    "tp.plot_time_series_graph(\n",
    "    val_matrix=results['val_matrix'],\n",
    "    graph=results['graph'],\n",
    "    var_names=var_names,\n",
    "    link_colorbar_label='MCI',\n",
    "    ); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tigenv",
   "language": "python",
   "name": "tigenv"
  },
  "language_info": {
   "codemirror_mode": {
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